| Misclassification excess risk bounds for PAC-Bayesian classification via convexified loss | Aug 16, 2024 | Generalization Bounds | —Unverified | 0 |
| Learning Decisions Offline from Censored Observations with ε-insensitive Operational Costs | Aug 14, 2024 | Generalization Bounds | —Unverified | 0 |
| Generalization bounds for regression and classification on adaptive covering input domains | Jul 29, 2024 | ClassificationGeneralization Bounds | —Unverified | 0 |
| Unlocking Tokens as Data Points for Generalization Bounds on Larger Language Models | Jul 25, 2024 | Generalization BoundsQuantization | —Unverified | 0 |
| Generalization Bounds of Surrogate Policies for Combinatorial Optimization Problems | Jul 24, 2024 | Combinatorial OptimizationGeneralization Bounds | —Unverified | 0 |
| Topological Generalization Bounds for Discrete-Time Stochastic Optimization Algorithms | Jul 11, 2024 | Generalization BoundsLearning Theory | —Unverified | 0 |
| A Generalization Bound for Nearly-Linear Networks | Jul 9, 2024 | Generalization Bounds | —Unverified | 0 |
| When Invariant Representation Learning Meets Label Shift: Insufficiency and Theoretical Insights | Jun 24, 2024 | Generalization BoundsRepresentation Learning | —Unverified | 0 |
| Optimal deep learning of holomorphic operators between Banach spaces | Jun 20, 2024 | Deep LearningGeneralization Bounds | —Unverified | 0 |
| Generalization bounds for mixing processes via delayed online-to-PAC conversions | Jun 18, 2024 | Generalization BoundsTime Series | —Unverified | 0 |
| A Manifold Perspective on the Statistical Generalization of Graph Neural Networks | Jun 7, 2024 | Generalization BoundsGraph Learning | —Unverified | 0 |
| Pretraining Decision Transformers with Reward Prediction for In-Context Multi-task Structured Bandit Learning | Jun 7, 2024 | Generalization BoundsMulti-Task Learning | —Unverified | 0 |
| Slicing Mutual Information Generalization Bounds for Neural Networks | Jun 6, 2024 | Generalization BoundsModel Compression | CodeCode Available | 0 |
| Enhancing In-Context Learning Performance with just SVD-Based Weight Pruning: A Theoretical Perspective | Jun 6, 2024 | Generalization BoundsIn-Context Learning | CodeCode Available | 0 |
| Unified PAC-Bayesian Study of Pessimism for Offline Policy Learning with Regularized Importance Sampling | Jun 5, 2024 | Generalization Bounds | —Unverified | 0 |
| On the Limitations of Fractal Dimension as a Measure of Generalization | Jun 4, 2024 | Generalization BoundsLearning Theory | CodeCode Available | 0 |
| Generalization Bound and New Algorithm for Clean-Label Backdoor Attack | Jun 2, 2024 | Backdoor AttackData Poisoning | CodeCode Available | 0 |
| Length independent generalization bounds for deep SSM architectures | May 30, 2024 | Generalization BoundsState Space Models | —Unverified | 0 |
| A Margin-based Multiclass Generalization Bound via Geometric Complexity | May 28, 2024 | Generalization Bounds | —Unverified | 0 |
| Higher-Order Transformer Derivative Estimates for Explicit Pathwise Learning Guarantees | May 26, 2024 | Generalization Bounds | —Unverified | 0 |
| Score-based generative models are provably robust: an uncertainty quantification perspective | May 24, 2024 | Generalization BoundsUncertainty Quantification | —Unverified | 0 |
| Fine-Grained Dynamic Framework for Bias-Variance Joint Optimization on Data Missing Not at Random | May 24, 2024 | Generalization BoundsMissing Values | —Unverified | 0 |
| A rescaling-invariant Lipschitz bound based on path-metrics for modern ReLU network parameterizations | May 23, 2024 | Generalization BoundsNetwork Pruning | —Unverified | 0 |
| Adaptive Data Analysis for Growing Data | May 22, 2024 | Generalization Bounds | —Unverified | 0 |
| Generalization Bounds for Dependent Data using Online-to-Batch Conversion | May 22, 2024 | Generalization Bounds | —Unverified | 0 |